Animesh Karnewar (@akanimax)
github

akanimax

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Top repositories

1

BMSG-GAN

[MSG-GAN] Any body can GAN! Highly stable and robust architecture. Requires little to no hyperparameter tuning. Pytorch Implementation
Python
630
star
2

T2F

T2F: text to face generation using Deep Learning
Python
546
star
3

pro_gan_pytorch

Unofficial PyTorch implementation of the paper titled "Progressive growing of GANs for improved Quality, Stability, and Variation"
Python
536
star
4

msg-stylegan-tf

MSG StyleGAN in tensorflow
Python
264
star
5

natural-language-summary-generation-from-structured-data

Implementation of the paper -> https://arxiv.org/abs/1709.00155. For converting information present in the form of structured data into natural language text
Python
183
star
6

Variational_Discriminator_Bottleneck

Implementation (with some experimentation) of the paper titled "VARIATIONAL DISCRIMINATOR BOTTLENECK: IMPROVING IMITATION LEARNING, INVERSE RL, AND GANS BY CONSTRAINING INFORMATION FLOW" (arxiv -> https://arxiv.org/pdf/1810.00821.pdf)
Python
152
star
7

msg-gan-v1

MSG-GAN: Multi-Scale Gradients GAN (Architecture inspired from ProGAN but doesn't use layer-wise growing)
Python
151
star
8

fagan

A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)
Python
112
star
9

thr3ed_atom

ReLU Fields The Little Non-linearity That Could
Python
111
star
10

big-discriminator-batch-spoofing-gan

BMSG-GAN with more features
Python
45
star
11

pro_gan_pytorch-examples

Examples trained using the python pytorch package pro-gan-pth
Python
38
star
12

attn_gan_pytorch

python package for self-attention gan implemented as extension of PyTorch nn.Module. paper -> https://arxiv.org/abs/1805.08318
Python
19
star
13

my-deity

I worship the one true neural network architecture that can autonomously learn everything.
Jupyter Notebook
12
star
14

NLP2SQL

A research and review of techniques to provide a natural language interface to RDMS.
Jupyter Notebook
11
star
15

open-styleganv2-pytorch

Open source + Free for Commercial Use implementation of StyleGANv2 in pytorch
Python
7
star
16

capsule-network-TensorFlow

The impending concept of capsule networks has finally arrived at arXiv. link to the publication -> https://arxiv.org/abs/1710.09829 . In this repository, I'll create an implementation using TensorFlow from scratch as an exercise.
Jupyter Notebook
6
star
17

3inGAN

Python
5
star
18

GAN-understanding

Implements gans on toy datasets and preliminary ML datasets for showing certain aspects of convergence and stability. Tries to cover various loss functions defined over the years.
Jupyter Notebook
5
star
19

autoencoder-cifar-10

Implementing an auto-encoder for the cifar10 dataset
Jupyter Notebook
4
star
20

Homecoming

repository for mini-projects
Python
3
star
21

python_ai_project_template

A lightweight template for building AI-based prototype/research POCs in Python. My poison (DL framework :laugh: ) of choice is PyTorch!
Python
3
star
22

some-randon-gan-1

MSG-GAN with self attention. For MSG-GAN head to -> https://github.com/akanimax/MSG-GAN
Python
2
star
23

AI-Literature

A repository to store key research works from the past. It is also an attempt to structure and organize these research papers.
2
star
24

indian-celeb-gans

Various GANs trained on a dataset containing images of Indian Celebrities (procured by me).
Python
2
star
25

some-random-gan-2

More experimentation with the base MSG-GAN architecture. This includes the coord-conv layers in the architecture. For more info about MSG-GAN, head to -> https://github.com/akanimax/msg-stylegan-tf
Python
2
star
26

multithreaded-histogram-equalization-cpp

Explanatory Code for performing Histogram Equalization on Images for contrast improvement. The code uses OpenCV in C++ for image read/write and uses pthread for multithreading
C++
2
star
27

deep-reinforcement-learning

Project for studying and implementing the traditional RL algorithms and also the DL variants of the same.
Jupyter Notebook
1
star
28

dcgan_pytorch

GAN example created using the attn_gan_pytorch package -> https://github.com/akanimax/attn_gan_pytorch
Python
1
star
29

CL-3_lab_2017

repository for assignments of Computer Laboratory 3 - 2016
TeX
1
star
30

SVC2004-deep-learning

A deep learning based solution for the SVC2004 problem.
Jupyter Notebook
1
star
31

toxic-comment-identification-tensorflow

Data -> https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge/data
Python
1
star
32

REST_MOVIE_TICKET_SYSTEM

A restful system implementing token based authentication for allowing users to book movie tickets online. Use of Play framework for scala
Scala
1
star
33

algorithms

A repository for collecting the coding implementations of some of the most famous algorithms
Python
1
star
34

energy-preserving-neural-network

When a data signal propagates through the Neural Network, it is not mandatory that the energy of the signal will be preserved throughout the neural computations. This research attempts at collecting (perhaps creating) techniques for preserving the Energy throughout the network.
Python
1
star